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Published on: February 6, 2019
Volumetric dose extension for isodose tuning.
Lin Ma1, Mingli Chen1, Xuejun Gu1,2
1Medical Artificial Intelligence and Automation Laboratory, Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, Texas, USA.
A new method extends radiation therapy dose from two surfaces to the entire patient volume, enabling efficient and accurate isodose tuning for improved treatment planning.
Area of Science:
- Medical Physics
- Radiation Oncology
- Computational Imaging
Background:
- Radiotherapy planning requires accurate dose distribution.
- Current methods for dose tuning can be time-consuming.
- Extending dose information from specific surfaces to the whole volume is challenging.
Purpose of the Study:
- To develop a novel method for extending radiation dose from two isosurfaces to the entire patient volume.
- To apply this method for efficient and accurate radiotherapy plan isodose tuning.
Main Methods:
- A three-dimensional lookup table (LUT) was developed, using distances to the 100% and a reference isosurface as variables.
- Voxel doses were binned based on distance and reference dose level, storing mean dose and standard deviation.
- Dose extension was performed by indexing the LUT for each voxel, using a correction strategy for accurate tuning.
Main Results:
- The dose extension method achieved a 92.0% gamma passing rate (5 mm/5%) with a mean error of 4.5% compared to ground truth.
- The method demonstrated high accuracy (97.2% GPR, 3 mm/3%) and efficiency ( < 2 seconds) in simulated interactive isodose tuning.
- The uncertainty estimation from the LUT correlated well with the actual dose differences.
Conclusions:
- A computationally efficient and accurate method for volumetric dose extension from two surfaces was successfully developed.
- This method significantly enhances the process of interactive radiotherapy plan isodose tuning.
- The combination of distance-based LUT and dose correction ensures both speed and precision in treatment planning.
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